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Create app.py
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app.py
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# -*- coding: utf-8 -*-
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import streamlit as st
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import pandas as pd
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import requests
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import plotly.express as px
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import matplotlib.font_manager as fm
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import matplotlib as mpl
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# Define URLs
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urls = {
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"溫室氣體": "https://mopsfin.twse.com.tw/opendata/t187ap46_L_1.csv",
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"能源": "https://mopsfin.twse.com.tw/opendata/t187ap46_O_2.csv",
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"董事會揭露": "https://mopsfin.twse.com.tw/opendata/t187ap46_L_6.csv"
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}
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# Function to download and load CSV files into DataFrame
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def load_data():
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dataframes = {}
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for name, url in urls.items():
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response = requests.get(url)
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df = pd.read_csv(pd.compat.StringIO(response.text))
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df = df.fillna(0) # Replace missing values with 0
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dataframes[name] = df
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return dataframes
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# Load all datasets
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dataframes = load_data()
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# Streamlit App
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st.title("ESG 專題數據分析")
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# Allow user to select dataset
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dataset_choice = st.selectbox("選擇要顯示的數據集", list(dataframes.keys()))
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# Get the selected dataframe
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selected_df = dataframes[dataset_choice]
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# Allow user to select a column for pie chart
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column_choice = st.selectbox("選擇欄位來繪製圓餅圖", selected_df.columns)
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# Check if the column is numerical
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if pd.api.types.is_numeric_dtype(selected_df[column_choice]):
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# Create a pie chart using plotly
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fig = px.pie(selected_df, names=selected_df.index, values=column_choice, title=f"{dataset_choice} - {column_choice} 圓餅圖")
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st.plotly_chart(fig)
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else:
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st.write("選定的欄位不是數值類型,無法繪製圓餅圖。")
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# Download and set custom font for displaying Chinese characters
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font_url = "https://drive.google.com/uc?id=1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_&export=download"
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font_response = requests.get(font_url)
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with open("TaipeiSansTCBeta-Regular.ttf", "wb") as font_file:
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font_file.write(font_response.content)
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fm.fontManager.addfont("TaipeiSansTCBeta-Regular.ttf")
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mpl.rc('font', family='Taipei Sans TC Beta')
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